Prepare Data for SVD Analysis

Creating folder svd_plots/columns-humidity

Creating svd file for columns-humidity

SVD

Loading svd file for columns-humidity

Precision of SVD Resconstrucion

Full Reconstruction & Lower Rank Reconstruction

Diff: 5.84362077721052e-14
Diff reconstruction: 1.0243446051914882

Average SVD Error

Dates to Concept - SVD_U

Towns to Concept - SVD_V

Singular Vector - SVD_S

'76382.89540053504; 4115.478513838245; 2411.9117853964176; 1652.2679558012792; 1240.586966254265; 1145.6806808227686; 846.4306235516104; 732.7581841958253; 576.8424508867286; 512.4604970552498; 468.0741397823422; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 7.569836776249484e-12; 5.828276014760316e-12'

SVD Maps

Ploting map for k = 0

Ploting map for k = 1

Ploting map for k = 2

Ploting map for k = 3

Ploting map for k = 4

Export to HTML

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 7664656 bytes to output/columns-humidity_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-humidity_svd_files/
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Making directory ./columns-humidity_svd_files
[NbConvertApp] Writing 63867 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7078223 bytes to output/columns-humidity_svd.pdf